Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 2966 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 278.1 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|
avg_basket_size is highly overall correlated with gros_revenue | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_unique_basket_size is highly overall correlated with avg_ticket and 2 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
gros_revenue is highly overall correlated with avg_basket_size and 2 other fields | High correlation |
invoice_no is highly overall correlated with avg_unique_basket_size and 2 other fields | High correlation |
quantity is highly overall correlated with avg_unique_basket_size and 2 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.41722918) | Skewed |
qtd_returns is highly skewed (γ1 = 51.77236982) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.65585181) | Skewed |
customer_id has unique values | Unique |
recence_days has 34 (1.1%) zeros | Zeros |
qtd_returns has 1480 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-11 09:15:03.146329 |
|---|---|
| Analysis finished | 2025-06-11 09:15:15.387418 |
| Duration | 12.24 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
customer_id
Real number (ℝ)
Unique 
| Distinct | 2966 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.646 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.25 |
| Q1 | 13799.75 |
| median | 15220.5 |
| Q3 | 16769.5 |
| 95-th percentile | 17964.75 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.3683 |
|---|---|
| Coefficient of variation (CV) | 0.11259302 |
| Kurtosis | -1.2062852 |
| Mean | 15270.646 |
| Median Absolute Deviation (MAD) | 1487 |
| Skewness | 0.031911548 |
| Sum | 45292737 |
| Variance | 2956227.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12558 | 1 | < 0.1% |
| 17850 | 1 | < 0.1% |
| 13047 | 1 | < 0.1% |
| 12583 | 1 | < 0.1% |
| 13748 | 1 | < 0.1% |
| 15100 | 1 | < 0.1% |
| 16956 | 1 | < 0.1% |
| 17010 | 1 | < 0.1% |
| 15274 | 1 | < 0.1% |
| 18139 | 1 | < 0.1% |
| Other values (2956) | 2956 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gros_revenue
Real number (ℝ)
High correlation 
| Distinct | 2951 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.4101 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 230.9525 |
| Q1 | 571.02 |
| median | 1085.51 |
| Q3 | 2310.295 |
| 95-th percentile | 7226.025 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1739.275 |
Descriptive statistics
| Standard deviation | 10565.121 |
|---|---|
| Coefficient of variation (CV) | 3.8426864 |
| Kurtosis | 355.16801 |
| Mean | 2749.4101 |
| Median Absolute Deviation (MAD) | 672.255 |
| Skewness | 16.794993 |
| Sum | 8154750.4 |
| Variance | 1.1162178 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 889.93 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| Other values (2941) | 2946 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 | |
| 70.02 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 136263.72 | 1 | |
| 124564.53 | 1 | |
| 116725.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recence_days
Real number (ℝ)
Zeros 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.193864 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.574055 |
|---|---|
| Coefficient of variation (CV) | 1.2084341 |
| Kurtosis | 2.7617558 |
| Mean | 64.193864 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7950238 |
| Sum | 190399 |
| Variance | 6017.7341 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 22 | 55 | 1.9% |
| Other values (262) | 2217 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
invoice_no
Real number (ℝ)
High correlation 
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.75084 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.35616 |
|---|---|
| Coefficient of variation (CV) | 2.1943325 |
| Kurtosis | 354.16902 |
| Mean | 122.75084 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.673325 |
| Sum | 364079 |
| Variance | 72552.743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 46 | 1.6% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 15 | 33 | 1.1% |
| 19 | 32 | 1.1% |
| 11 | 32 | 1.1% |
| 29 | 32 | 1.1% |
| 25 | 30 | 1.0% |
| 18 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (458) | 2628 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5586 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2697 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1672 | 1 | |
| 1636 | 1 |
quantity
Real number (ℝ)
High correlation 
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.75084 |
| Minimum | 1 |
|---|---|
| Maximum | 7837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7837 |
| Range | 7836 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.35616 |
|---|---|
| Coefficient of variation (CV) | 2.1943325 |
| Kurtosis | 354.16902 |
| Mean | 122.75084 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.673325 |
| Sum | 364079 |
| Variance | 72552.743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 46 | 1.6% |
| 20 | 38 | 1.3% |
| 35 | 35 | 1.2% |
| 15 | 33 | 1.1% |
| 19 | 32 | 1.1% |
| 11 | 32 | 1.1% |
| 29 | 32 | 1.1% |
| 25 | 30 | 1.0% |
| 18 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (458) | 2628 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 27 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 7837 | 1 | |
| 5586 | 1 | |
| 5095 | 1 | |
| 4577 | 1 | |
| 2697 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1672 | 1 | |
| 1636 | 1 |
avg_ticket
Real number (ℝ)
High correlation  Skewed 
| Distinct | 2964 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.931584 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9143418 |
| Q1 | 13.119823 |
| median | 17.946876 |
| Q3 | 24.986122 |
| 95-th percentile | 90.50125 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.866299 |
Descriptive statistics
| Standard deviation | 1037.4583 |
|---|---|
| Coefficient of variation (CV) | 19.977406 |
| Kurtosis | 2887.7872 |
| Mean | 51.931584 |
| Median Absolute Deviation (MAD) | 5.9750522 |
| Skewness | 53.417229 |
| Sum | 154029.08 |
| Variance | 1076319.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.47833333 | 2 | 0.1% |
| 4.162 | 2 | 0.1% |
| 12.67938776 | 1 | < 0.1% |
| 3.411945289 | 1 | < 0.1% |
| 16.29372093 | 1 | < 0.1% |
| 36.24411765 | 1 | < 0.1% |
| 29.78416667 | 1 | < 0.1% |
| 22.8792623 | 1 | < 0.1% |
| 20.51104167 | 1 | < 0.1% |
| 149.025 | 1 | < 0.1% |
| Other values (2954) | 2954 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
High correlation 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.381858 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 26 |
| median | 48.392857 |
| Q3 | 85.333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.333333 |
Descriptive statistics
| Standard deviation | 63.559053 |
|---|---|
| Coefficient of variation (CV) | 0.94326656 |
| Kurtosis | 4.8832458 |
| Mean | 67.381858 |
| Median Absolute Deviation (MAD) | 26.27381 |
| Skewness | 2.0624282 |
| Sum | 199854.59 |
| Variance | 4039.7532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 21 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 49 | 18 | 0.6% |
| 35 | 18 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 28 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 21 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
High correlation 
| Distinct | 1348 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063159198 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029296366 |
| Q3 | 0.055319294 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037541516 |
Descriptive statistics
| Standard deviation | 0.13440044 |
|---|---|
| Coefficient of variation (CV) | 2.1279631 |
| Kurtosis | 122.00234 |
| Mean | 0.063159198 |
| Median Absolute Deviation (MAD) | 0.014270062 |
| Skewness | 8.7950159 |
| Sum | 187.33018 |
| Variance | 0.018063479 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1666666667 | 21 | 0.7% |
| 0.3333333333 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.4 | 15 | 0.5% |
| Other values (1338) | 2792 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6487935657 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
qtd_returns
Real number (ℝ)
Skewed  Zeros 
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.123736 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1480 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1513.2542 |
|---|---|
| Coefficient of variation (CV) | 24.358712 |
| Kurtosis | 2762.7913 |
| Mean | 62.123736 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.77237 |
| Sum | 184259 |
| Variance | 2289938.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 147 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 8 | 43 | 1.4% |
| 7 | 43 | 1.4% |
| Other values (204) | 705 |
| Value | Count | Frequency (%) |
| 0 | 1480 | |
| 1 | 164 | 5.5% |
| 2 | 147 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3331 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
avg_basket_size
Real number (ℝ)
High correlation  Skewed 
| Distinct | 1974 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.62037 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44.055556 |
| Q1 | 103.30833 |
| median | 172.125 |
| Q3 | 281.64423 |
| 95-th percentile | 599.7 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.3359 |
Descriptive statistics
| Standard deviation | 791.92693 |
|---|---|
| Coefficient of variation (CV) | 3.1725253 |
| Kurtosis | 2253.6299 |
| Mean | 249.62037 |
| Median Absolute Deviation (MAD) | 82.875 |
| Skewness | 44.655852 |
| Sum | 740374.01 |
| Variance | 627148.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 60 | 8 | 0.3% |
| 163 | 8 | 0.3% |
| 140 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| Other values (1964) | 2878 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
avg_unique_basket_size
Real number (ℝ)
High correlation 
| Distinct | 1010 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.171203 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.4802632 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 57 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.523678 |
|---|---|
| Coefficient of variation (CV) | 0.88058723 |
| Kurtosis | 27.65049 |
| Mean | 22.171203 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4963329 |
| Sum | 65759.788 |
| Variance | 381.17401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 54 | 1.8% |
| 14 | 40 | 1.3% |
| 11 | 38 | 1.3% |
| 9 | 33 | 1.1% |
| 18 | 33 | 1.1% |
| 20 | 31 | 1.0% |
| 1 | 31 | 1.0% |
| 10 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| 17 | 28 | 0.9% |
| Other values (1000) | 2619 |
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
Interactions
Correlations
| avg_basket_size | avg_recency_days | avg_ticket | avg_unique_basket_size | customer_id | frequency | gros_revenue | invoice_no | qtd_returns | quantity | recence_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_basket_size | 1.000 | -0.079 | 0.188 | 0.447 | -0.123 | 0.058 | 0.575 | 0.383 | 0.212 | 0.383 | -0.098 |
| avg_recency_days | -0.079 | 1.000 | -0.122 | 0.047 | 0.018 | -0.962 | -0.249 | -0.167 | -0.397 | -0.167 | 0.108 |
| avg_ticket | 0.188 | -0.122 | 1.000 | -0.613 | -0.130 | 0.098 | 0.246 | -0.378 | 0.190 | -0.378 | 0.047 |
| avg_unique_basket_size | 0.447 | 0.047 | -0.613 | 1.000 | -0.007 | -0.041 | 0.290 | 0.699 | 0.019 | 0.699 | -0.106 |
| customer_id | -0.123 | 0.018 | -0.130 | -0.007 | 1.000 | -0.008 | -0.076 | 0.012 | -0.064 | 0.012 | -0.000 |
| frequency | 0.058 | -0.962 | 0.098 | -0.041 | -0.008 | 1.000 | 0.162 | 0.102 | 0.360 | 0.102 | -0.032 |
| gros_revenue | 0.575 | -0.249 | 0.246 | 0.290 | -0.076 | 0.162 | 1.000 | 0.744 | 0.373 | 0.744 | -0.415 |
| invoice_no | 0.383 | -0.167 | -0.378 | 0.699 | 0.012 | 0.102 | 0.744 | 1.000 | 0.243 | 1.000 | -0.435 |
| qtd_returns | 0.212 | -0.397 | 0.190 | 0.019 | -0.064 | 0.360 | 0.373 | 0.243 | 1.000 | 0.243 | -0.121 |
| quantity | 0.383 | -0.167 | -0.378 | 0.699 | 0.012 | 0.102 | 0.744 | 1.000 | 0.243 | 1.000 | -0.435 |
| recence_days | -0.098 | 0.108 | 0.047 | -0.106 | -0.000 | -0.032 | -0.415 | -0.435 | -0.121 | -0.435 | 1.000 |
Missing values
Sample
| customer_id | gros_revenue | recence_days | invoice_no | quantity | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 297.0 | 297.0 | 18.152222 | 35.500000 | 0.486111 | 40.0 | 50.970588 | 8.735294 |
| 1 | 13047 | 3232.59 | 56.0 | 171.0 | 171.0 | 18.904035 | 27.250000 | 0.048780 | 35.0 | 154.444444 | 19.000000 |
| 2 | 12583 | 6705.38 | 2.0 | 232.0 | 232.0 | 28.902500 | 23.187500 | 0.045699 | 50.0 | 335.200000 | 15.466667 |
| 3 | 13748 | 948.25 | 95.0 | 28.0 | 28.0 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 5.600000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 3.0 | 292.000000 | 8.600000 | 0.136364 | 22.0 | 26.666667 | 1.000000 |
| 5 | 15291 | 4623.30 | 25.0 | 102.0 | 102.0 | 45.326471 | 23.200000 | 0.054441 | 29.0 | 150.142857 | 7.285714 |
| 6 | 14688 | 5630.87 | 7.0 | 327.0 | 327.0 | 17.219786 | 18.300000 | 0.073569 | 399.0 | 172.428571 | 15.571429 |
| 7 | 17809 | 5411.91 | 16.0 | 61.0 | 61.0 | 88.719836 | 35.700000 | 0.039106 | 41.0 | 171.416667 | 5.083333 |
| 8 | 15311 | 60767.90 | 0.0 | 2379.0 | 2379.0 | 25.543464 | 4.144444 | 0.315508 | 474.0 | 419.714286 | 26.142857 |
| 9 | 16098 | 2005.63 | 87.0 | 67.0 | 67.0 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 9.571429 |
| customer_id | gros_revenue | recence_days | invoice_no | quantity | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 5602 | 17727 | 1060.25 | 15.0 | 66.0 | 66.0 | 16.064394 | 6.0 | 0.285714 | 6.0 | 645.000000 | 66.0 |
| 5612 | 17232 | 421.52 | 2.0 | 36.0 | 36.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 18.0 |
| 5613 | 17468 | 137.00 | 10.0 | 5.0 | 5.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.5 |
| 5624 | 13596 | 697.04 | 5.0 | 166.0 | 166.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 83.0 |
| 5630 | 14893 | 1237.85 | 9.0 | 73.0 | 73.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.5 |
| 5634 | 12479 | 473.20 | 11.0 | 30.0 | 30.0 | 15.773333 | 4.0 | 0.333333 | 34.0 | 382.000000 | 30.0 |
| 5655 | 14126 | 706.13 | 7.0 | 15.0 | 15.0 | 47.075333 | 3.0 | 1.000000 | 50.0 | 169.333333 | 5.0 |
| 5661 | 13521 | 1092.39 | 1.0 | 435.0 | 435.0 | 2.511241 | 4.5 | 0.300000 | 0.0 | 244.333333 | 145.0 |
| 5671 | 15060 | 301.84 | 8.0 | 120.0 | 120.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 65.500000 | 30.0 |
| 5690 | 12558 | 269.96 | 7.0 | 11.0 | 11.0 | 24.541818 | 6.0 | 0.285714 | 196.0 | 196.000000 | 11.0 |